Robert McElroy may refer to:

Robert McElroy (Ontario politician) (c. 1810–1881), mayor of Hamilton, Ontario, Canada Robert Herbert McElroy (1860–1920), Ontario merchant and political figure Robert McNutt McElroy (1872–1959), American historian Robert R. McElroy (1928–2012), American photographer Robert W. McElroy (born 1954), American Catholic cardinal